{"id":"https://openalex.org/W7225796217","doi":"https://doi.org/10.22214/ijraset.2026.85602","title":"AI-Based Optimization of Residential Building Layout for Energy Efficiency","display_name":"AI-Based Optimization of Residential Building Layout for Energy Efficiency","publication_year":2026,"publication_date":"2026-11-11","ids":{"openalex":"https://openalex.org/W7225796217","doi":"https://doi.org/10.22214/ijraset.2026.85602"},"language":"en","primary_location":{"id":"doi:10.22214/ijraset.2026.85602","doi":"https://doi.org/10.22214/ijraset.2026.85602","is_oa":true,"landing_page_url":"https://doi.org/10.22214/ijraset.2026.85602","pdf_url":"https://doi.org/10.22214/ijraset.2026.85602","source":{"id":"https://openalex.org/S2764566388","display_name":"International Journal for Research in Applied Science and Engineering Technology","issn_l":"2321-9653","issn":["2321-9653"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4322614460","host_organization_name":"International Journal for Research in Applied Science and Engineering Technology (IJRASET)","host_organization_lineage":["https://openalex.org/P4322614460"],"host_organization_lineage_names":["International Journal for Research in Applied Science and Engineering Technology (IJRASET)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal for Research in Applied Science and Engineering Technology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.22214/ijraset.2026.85602","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5161463883","display_name":"Vishal Raj","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I191366470","display_name":"ITM University","ror":"https://ror.org/004pc5924","country_code":"IN","type":"education","lineage":["https://openalex.org/I191366470"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vishal Raj","raw_affiliation_strings":["year Student, Department of civil engineering , ITM University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"year Student, Department of civil engineering , ITM University","institution_ids":["https://openalex.org/I191366470"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161456232","display_name":"Prince Agrawal","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I191366470","display_name":"ITM University","ror":"https://ror.org/004pc5924","country_code":"IN","type":"education","lineage":["https://openalex.org/I191366470"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Prince Agrawal","raw_affiliation_strings":["year Student, Department of civil engineering , ITM University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"year Student, Department of civil engineering , ITM University","institution_ids":["https://openalex.org/I191366470"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161485118","display_name":"Sachin Mavai","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I191366470","display_name":"ITM University","ror":"https://ror.org/004pc5924","country_code":"IN","type":"education","lineage":["https://openalex.org/I191366470"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sachin Mavai","raw_affiliation_strings":["year Student, Department of civil engineering , ITM University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"year Student, Department of civil engineering , ITM University","institution_ids":["https://openalex.org/I191366470"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5161471855","display_name":"Mr Farhan Rahman","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mr Farhan Rahman","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":"11","first_page":"307","last_page":"313"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13518","display_name":"Architecture and Computational Design","score":0.0017999999690800905,"subfield":{"id":"https://openalex.org/subfields/2216","display_name":"Architecture"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13263","display_name":"Building energy efficiency and sustainability","score":0.0005000000237487257,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6990000009536743},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.580299973487854},{"id":"https://openalex.org/C184408114","wikidata":"https://www.wikidata.org/wiki/Q1502022","display_name":"Generative Design","level":3,"score":0.4952999949455261},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.4733999967575073},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.4668999910354614},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.4584999978542328},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.4521999955177307},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4388999938964844},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.41510000824928284},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4025000035762787},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.3912000060081482},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.3817000091075897},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.36719998717308044},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.337799996137619},{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.3303999900817871},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3240000009536743},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.31439998745918274},{"id":"https://openalex.org/C34972735","wikidata":"https://www.wikidata.org/wiki/Q2920267","display_name":"Engineering design process","level":2,"score":0.3077000081539154},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.2858000099658966},{"id":"https://openalex.org/C2780331096","wikidata":"https://www.wikidata.org/wiki/Q24965464","display_name":"Energy modeling","level":3,"score":0.26989999413490295},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.26899999380111694},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.2632000148296356},{"id":"https://openalex.org/C190831278","wikidata":"https://www.wikidata.org/wiki/Q323611","display_name":"Building design","level":2,"score":0.2628999948501587},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.25920000672340393},{"id":"https://openalex.org/C2776221188","wikidata":"https://www.wikidata.org/wiki/Q21072556","display_name":"Design space exploration","level":2,"score":0.25839999318122864}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.22214/ijraset.2026.85602","doi":"https://doi.org/10.22214/ijraset.2026.85602","is_oa":true,"landing_page_url":"https://doi.org/10.22214/ijraset.2026.85602","pdf_url":"https://doi.org/10.22214/ijraset.2026.85602","source":{"id":"https://openalex.org/S2764566388","display_name":"International Journal for Research in Applied Science and Engineering Technology","issn_l":"2321-9653","issn":["2321-9653"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4322614460","host_organization_name":"International Journal for Research in Applied Science and Engineering Technology (IJRASET)","host_organization_lineage":["https://openalex.org/P4322614460"],"host_organization_lineage_names":["International Journal for Research in Applied Science and Engineering Technology (IJRASET)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal for Research in Applied Science and Engineering Technology","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.22214/ijraset.2026.85602","doi":"https://doi.org/10.22214/ijraset.2026.85602","is_oa":true,"landing_page_url":"https://doi.org/10.22214/ijraset.2026.85602","pdf_url":"https://doi.org/10.22214/ijraset.2026.85602","source":{"id":"https://openalex.org/S2764566388","display_name":"International Journal for Research in Applied Science and Engineering Technology","issn_l":"2321-9653","issn":["2321-9653"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4322614460","host_organization_name":"International Journal for Research in Applied Science and Engineering Technology (IJRASET)","host_organization_lineage":["https://openalex.org/P4322614460"],"host_organization_lineage_names":["International Journal for Research in Applied Science and Engineering Technology (IJRASET)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal for Research in Applied Science and Engineering Technology","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7225796217.pdf","grobid_xml":"https://content.openalex.org/works/W7225796217.grobid-xml"},"referenced_works_count":3,"referenced_works":["https://openalex.org/W4390583408","https://openalex.org/W4399990132","https://openalex.org/W4410392778"],"related_works":[],"abstract_inverted_index":{"Residential":[0],"buildings":[1],"are":[2],"responsible":[3],"for":[4,140,299],"a":[5,17,50,58,106,160,274],"large":[6],"and":[7,12,16,36,46,66,85,101,114,124,129,154,158,163,216,239,264,287,291,296,313,317],"rising":[8],"share":[9],"of":[10,20,61,136,200,231],"global":[11],"national":[13],"energy":[14,71,141,150,188,229,253,282],"consumption,":[15],"significant":[18],"part":[19],"this":[21,110,269],"demand":[22],"is":[23],"fixed":[24],"at":[25],"the":[26,43,62,144,271,307],"design":[27,40,64,111,302],"stage":[28],"through":[29],"decisions":[30],"about":[31],"room":[32],"arrangement,":[33],"orientation,":[34],"compactness,":[35],"zoning.":[37],"Traditional":[38],"layout":[39,122,156,277,285],"relies":[41],"on":[42,133,268],"designer's":[44],"experience":[45],"iterative":[47],"manual":[48],"trial-and-error,":[49],"process":[51],"that":[52,174],"cannot":[53],"practically":[54],"explore":[55],"more":[56,90],"than":[57,203],"small":[59],"fraction":[60],"possible":[63],"space":[65,112],"therefore":[67],"routinely":[68],"leaves":[69],"substantial":[70],"savings":[72],"unrealized.":[73],"Artificial":[74],"intelligence":[75],"(AI)":[76],"-":[77,104,280,290],"encompassing":[78],"machine":[79],"learning":[80],"(ML)":[81],"predictive":[82],"models,":[83],"evolutionary":[84,212,218,288],"metaheuristic":[86],"optimization":[87,135,213,278],"algorithms,":[88],"and,":[89],"recently,":[91],"generative":[92,97,155,241,258,284],"deep-learning":[93],"models":[94,103,177,242],"such":[95,224],"as":[96],"adversarial":[98],"networks":[99],"(GANs)":[100],"diffusion":[102],"offers":[105],"way":[107],"to":[108,167,208,236,251,256],"search":[109],"rapidly":[113],"systematically,":[115],"coupling":[116],"fast":[117],"energy-performance":[118],"prediction":[119],"with":[120,190,223,244,306],"automated":[121],"generation":[123],"refinement.":[125],"This":[126],"paper":[127,272],"reviews":[128],"synthesizes":[130],"recent":[131],"research":[132],"AI-based":[134,276],"residential":[137,169,301],"building":[138,187],"layouts":[139,259],"efficiency,":[142],"describes":[143],"principal":[145],"computational":[146],"pipelines":[147],"used":[148],"(machine-learning-based":[149],"prediction,":[151,283],"evolutionary/genetic-algorithm":[152],"optimization,":[153],"models),":[157],"develops":[159],"representative":[161],"framework":[162,279],"case-study":[164],"workflow":[165],"suited":[166],"Indian":[168,300],"construction.":[170],"The":[171],"review":[172],"shows":[173],"machine-learning":[175],"surrogate":[176],"(random":[178],"forest,":[179],"gradient":[180],"boosting,":[181],"deep":[182],"neural":[183],"networks)":[184],"can":[185],"predict":[186],"consumption":[189],"R\u00b2":[191],"values":[192],"above":[193],"0.99":[194],"in":[195],"some":[196],"studies,":[197],"several":[198],"orders":[199],"magnitude":[201],"faster":[202],"physics-based":[204],"simulation,":[205],"allowing":[206],"them":[207],"be":[209],"embedded":[210],"inside":[211],"loops;":[214],"genetic-algorithm":[215],"multi-objective":[217],"approaches":[219],"(e.g.,":[220],"NSGA-II)":[221],"coupled":[222],"surrogates":[225],"have":[226,248],"achieved":[227,249],"reported":[228],"reductions":[230],"roughly":[232],"5-":[233],"25%":[234],"relative":[235,255],"conventional":[237],"designs;":[238],"diffusion-based":[240],"combined":[243],"energy-aware":[245],"genetic":[246],"refinement":[247,289],"up":[250],"17.5%":[252],"reduction":[254],"baseline":[257],"while":[260],"preserving":[261],"architectural":[262],"plausibility":[263],"spatial":[265],"constraints.":[266],"Based":[267],"synthesis,":[270,286],"proposes":[273],"three-stage":[275],"datadriven":[281],"discusses":[292],"its":[293],"applicability,":[294],"limitations,":[295],"future":[297],"development":[298],"practice,":[303],"including":[304],"integration":[305],"National":[308],"Building":[309],"Code,":[310],"Eco-Niwas":[311],"Samhita,":[312],"locally":[314],"available":[315],"climate":[316],"construction-cost":[318],"data":[319]},"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-11-12T00:00:00"}
